AI Has Finished Learning the Internet. Now It’s Learning You. The next frontier isn’t public information. It’s private reality. 👇 Read the full article. linkedin.com/pulse/ai-indust… #ArtificialIntelligence #PerceptiveMachines #AI #Privacy #DataSovereignty #MachinePerception

Join the Project Aria Team at EgoVis to hear the latest Project Aria Updates from Research Product Manager, James Fort. 📍Room 704/706 ⏲️ 5:15-5:45pm MDT 💡Project Aria Updates! egovis.github.io/cvpr26/ #CVPR2026 #ProjectAria #computervision #machineperception

AI drones have evolved from remote-controlled devices into intelligent aerial systems capable of independent flight, precision performance, and real-time analysis. Read the full article here: techtimes.com/articles/31520… #Drones #AutonomousDrones #AutonomousSystems #MachinePerception

The mining industry is undergoing a rapid digital transformation where drones have become a cornerstone of daily operations. Learn more: foresightauto.com/ #AutonomousMining #MiningTechnology #MachinePerception #IndustrialAI

When weather and lighting conditions aren't ideal, it's vital to have vision systems that are built for operational reality and maintain their accuracy. Learn more here: foresightauto.com/solutions/ #IndustrialAI #Autonomy #MachinePerception #AutonomousSystems

로봇 지능의 기준은 결국 이해하는 능력입니다 오늘은 시각 인지 개선을 SurfAI 기준으로 정리했습니다. (@openmind_agi @SurfAI) 최근 로봇 영상이 많아졌지만 SurfAI 리서치 결과, 지난 90일 동안 가장 크게 발전한 분야는 움직임이나 근력보다 환경 인지 능력이었습니다. SurfAI 기준 전 세계 주요 팀 22곳 중 15곳이 VLM 기반 인지 모듈을 업데이트했고 상업 가능성이 가장 높게 평가된 팀은 OpenMind, Figure, Unitree 순으로 나타났습니다. 이 지표가 중요한 이유는 명확합니다. 로봇이 얼마나 잘 움직이느냐보다 상황을 얼마나 정확히 이해하느냐가 작업 품질의 핵심이기 때문입니다. OpenMind의 OM1 자연어 런타임은 카메라·음성·거리 센서 입력을 의미 단위로 통합합니다. FABRIC은 이 정보들을 로봇 네트워크 전체에 전달합니다. SurfAI 분석 기준 공간을 공유하는 로봇이 2대 이상일 때 오류율이 33퍼센트 감소, 반응시간이 18퍼센트 단축됐습니다. 이건 로봇들이 같은 장면을 사람처럼 이해하기 시작했다는 뜻입니다. 가정/ 물류/ 산업 어디든 로봇이 늘어날수록 팀 단위 이해 능력은 필수가 됩니다. OpenMind는 이 기반을 가장 빠르게 준비하고 있습니다. 로봇이 더 많이 이해하게 되는 순간 사람이 개입하는 부분은 자연스럽게 줄어듭니다. 그리고 협력 지능은 오히려 더 강해집니다. 현실에서 작동하는 로봇 시대의 출발점은 바로 여기입니다. 핵심키워드 OM1 FABRIC SurfAI MachinePerception RobotVision MultiRobot Mindshare

⚡️ DePIN Revolution: 6 Visionary Networks Powering peaq Next-Gen Infrastructure! ⚡️ In recent weeks, @peaq  has become the epicenter for DePIN innovation, welcoming six trailblazing projects that are redefining decentralized physical infrastructure: 📌 @AukiNetwork  - pioneering machine perception with its decentralized posemesh, enabling AI and robots to spatially understand the physical world for 100B devices, boosting privacy and data sovereignty. Their recent retail pilots hint at a $10M ARR milestone and groundbreaking AR/robotics applications. 📌 @threefold_io  - building decentralized internet infrastructure, empowering users with a resilient, censorship-resistant web, critical for global digital sovereignty. 📌 @OVRtheReality  - innovating in spatial computing, fusing XR and blockchain to create immersive, interoperable digital-physical experiences. 📌 @airalabs_io  - deploying air quality monitoring sensors on a decentralized network, enabling real-time environmental data collection and community-driven insights. 📌 @375ai_  - advancing edge AI with decentralized compute at the network edge, optimizing AI workloads closer to data sources for efficiency and privacy. 📌 @Alpha_AI1  - specializing in autonomous drones, integrating with Auki visual positioning system to revolutionize drone navigation and operations. @peaq ecosystem now hosts 45 DePINs, powering over 1.3 million devices - a 105% increase - across 20 industries, with 1M users engaged. This rapid growth underscores peaq’s role as a foundational Layer 1 for decentralized physical infrastructure, accelerating Web3’s real-world impact. These visionary projects exemplify the future of decentralized networks: privacy-first, scalable, and interoperable systems bridging digital and physical realms. The synergy between spatial computing, AI, IoT, and blockchain on peaq is setting new standards for infrastructure innovation. Stay tuned as these DePIN push boundaries, unlocking unprecedented opportunities in machine perception, environmental sensing, decentralized internet, and autonomous robotics - all powered by peaq robust, scalable blockchain backbone. The era of decentralized physical infrastructure is here, and it’s blazing hot. 🔥 #DePIN #peaq #Web3 #SpatialComputing #MachinePerception #DecentralizedInternet #EdgeAI #AutonomousDrones

🤺Machines can’t truly understand the world, unless we teach them how to see it. @JoinSapien 🤺Sapien is building the infrastructure that enables robots and autonomous systems to perceive, navigate, and interact with the physical world in real time. 🤺With high fidelity 3D and 4D spatial data, Sapien powers smarter decision making and more capable machine intelligence. @cookiedotfun Data is no longer just numbers, it’s motion, structure, and context. #Sapien #4DData #Robotics #AI #ComputerVision #MachinePerception #FutureIsSpatial

🔥 AI is building the future, but not all heroes wear GPUs. 🧠 $TAO is the neural net architect. 💻 $RENDER brings the muscle. 🌾 $DMTR feeds the data. 👑 But $AUKI? That’s the one teaching the machines to see and understand the world around them. Not just part of the infrastructure — it grounds the entire system. Others might build the roads... $AUKI is the compass. 🌍 #DePIN #AI #SpatialComputing #MachinePerception #AUkiNetwork @AukiNetwork

🌟A new review by researchers from @Sungkyunkwan, @sycho_lab, and @Caltech in #IJEM explores how AI enhances artificial sensory systems. 🌟They categorize AI-enabled functions into four key areas: cognitive simulation, perceptual enhancement, adaptive adjustment, and early warning. Read the full article in #IJEM: doi.org/10.1088/2631-7990/ad… #ExtremeManufacturing #ArtificialSenses #AI #SensorySystems #MultimodalPerception #NeuromorphicComputing #CognitiveAI #SmartSensors #MachinePerception #HumanMachineInterface #DigitalTwins #SensorFusion #IntelligentSystems #BioinspiredTechnology #RealTimeLearning #PredictiveAI #AdaptiveSystems #SmartHealthcare #PrecisionAgriculture #AutomationTech

🔥 If you’re asking me about my favorite altcoin, it’s hands down $AUKI. 🔥 Why? Because we’re not just another crypto project. We’re not here to mint tokens, promise the moon, and disappear. We’re here to change how AI perceives and interacts with the physical world. 🌍🤖 Think about it—right now, AI is trapped in the digital realm, limited to text, images, and code. $AUKI is building the decentralized machine perception network (Posemesh) that will unlock AI’s ability to understand and interact with real-world space. 🚀 More GPUs? Nah. More sensors and decentralized perception? That’s the real alpha. With Auki Labs, we’re creating the backbone of Physical AI. That means: ✅ AI that can navigate, see, and react in real time ✅ Decentralized networks replacing centralized mapping giants ✅ A new economy where contributors power machine perception This isn’t a short-term play—this is the foundation of AI’s next era. And @AukiNetwork is the key. So yeah, my favorite altcoin? It’s the one building the infrastructure for AI to step into the real world. If you’re not paying attention, you’re gonna wish you were. 🚀💡 #AukiLabs #Posemesh #PhysicalAI #DePIN #MachinePerception #Crypto #Web3

🚀 AI doesn’t need more GPUs. It needs eyes, ears, and a sense of space. 🚀 For years, we’ve been visiting the digital world—logging into websites, interacting with data. But now, with AI, the real opportunity is flipping that equation: bringing AI into our world. 🌍 As @SanteriAramo puts it: 🧠 “The next frontier? Giving AI access to the physical world.” And as @broodsugar says: 💡 “The future of AI doesn’t need more GPUs—it needs more sensors.” That’s why @AukiNetwork building Posemesh, a decentralized machine perception network, to make AI not just smart, but aware of its surroundings. Imagine AI that doesn’t just compute—it sees, understands, and interacts in physical space. That’s the real revolution. While others are stacking GPUs like it’s an arms race, $Auki ’s focused on making AI actually useful beyond a chatbox. Because let’s be honest—what’s the point of intelligence if it can’t even find the door? 🚪😆 📽️ Watch the video. The future of Physical AI starts now. #AukiLabs #Posemesh #AI #MachinePerception #DePIN #PhysicalAI #TheFutureIsSpatial

🔍 How Can AI, Robotics, and XR Work Together If They Can’t Even Agree on Where They Are? 🌍 At @EthereumDenver , @broodsugar Pihl dropped a truth bomb about the future of robotics, smart cities, and XR—and why AI needs a shared sense of space to function beyond isolated silos. 💡 Flashback to 2014: Naval Ravikant envisioned a fifth internet protocol—a trade layer—for AI and machines to transact at machine speed. But there was a tiny problem: 🚗 Machines can’t negotiate reality if they don’t perceive it the same way. That’s where Posemesh enters the chat—a decentralized perception network that acts as the missing sixth protocol of the internet. Thanks to @AukiNetwork By allowing AI, robots, and XR devices to collaboratively perceive space, we unlock a future where: ✅ Self-driving cars and autonomous machines negotiate in real time ✅ Smart cities respond dynamically to human movement (think Minority Report, but ethical) ✅ AI agents finally stop bumping into walls like confused Roombas 🚨 But here’s the problem: Right now, Visual Positioning Systems (VPS) are controlled by big centralized corporations. In a future of AR glasses and embodied AI, that could mean handing over direct access to everything you see 👀 Yikes. 🌍 A decentralized alternative isn’t just a good idea—it’s a necessity!!! That’s why @AukiNetwork is building the Posemesh—an open, privacy-first, community-owned perception network for AI, robotics, and XR. No corporate overlords, just pure collaborative intelligence. And guess what? Big Web2 companies are taking notice. 🤯 After ETHDenver, they’re literally offering us their robots just to get a taste of Posemesh in action. 💡 DePIN (Decentralized Physical Infrastructure Networks) isn’t a theory—it’s happening NOW. 🚀 The time to build is right this second. 👇 Watch the best 5-minute pitch in history by Nils Pihl, one of $Auki `s CEO and visionaries and see why the future of AI is decentralized. #DePIN #AI #Web3 #Decentralization #Posemesh #ETHDenver #Robotics #XR #MachinePerception #PhysicalAI #FutureOfAI

With so many AI developers, enthusiasts, and visionaries at @EthereumDenver , I really hope to see @broodsugar there! 🔥 
His insights on DePIN and DePAI could truly inspire the community. @AukiNetwork is consistently building, and their latest breakthrough in the metaverse with @ZapparApp proves their vision is the real deal! 
Hopefully we get a glimpse of his vision on the big stage!!! 🚀 #ETHDenver2025 #Auki #DePIN #DePAI #AI #Metaverse #Web3 #ETHDenver2025 #Innovation #BuildingTheFuture #MachinePerception

🎉 Congratulations to @CordeliaSchmid for her @EPOorg European #InventorAward in the field of #MachinePerception research! 👇 The 🇪🇺ERC is pleased to have supported Dr Schmid's #FrontierResearch via an Advanced Grant. @Inria @GoogleAI @EUScienceInnov @EUeic

I will be at @NeurIPSConf #NeurIPS2023 the entire next week. Happy to chat with you about #HumanInspired #ComputerVision, #MachinePerception, and #WorldModels

#ComputerVision techniques are supporting the growth of #AI in general, and #PerceptualAI in particular. Read more about this field and the complementary technologies: bit.ly/3Jk9uT5 #MachinePerception #robotics #MachineVision #3Dimaging

"Get ready to master the fusion of #Robotics and #ReinforcementLearning with this comprehensive guide. 🤖🧠📚 Level up your skills and knowledge in this cutting-edge field! 🔝 #AI #MachineLearning #Automation #Tech #Innovation #Engineering #DataScience #Programming #Amazon #Kindle" Link: amazon.in/dp/B0BWYJFY26 Twitter usernames: @DeepMindAI @OpenAI @AndrewYNg @KirkDBorne @mvollmer1 @RoboticsNASA @BostonDynamics @GoogleAI @PyTorch @TensorFlow @MicrosoftAI @NASAJPL @TheOfficialACM @IEEEorg @DataScienceCtrl @techreview @WIRED @ForbesTech @TechCrunch Hashtags: #ArtificialIntelligence #DeepLearning #NeuralNetworks #ComputerVision #RoboticsEngineering #SmartMachines #IntelligentSystems #AutonomousAgents #MachinePerception #HumanRobotInteraction

We are looking for a teacher/instructor for giving a "Machine perception" course @ZDD_duesseldorf next semester (starting end of March). --> medien.hs-duesseldorf.de/Doc… --> Please get in touch with me if you are interested! #teaching #MachineLearning #machineperception

How computers with sensors are mimicking human perception — sight, sound and more — and what this kind of technology can do now and can't do — yet. #machineperception venturebeat.com/programming-…